Bibliographic record
Abstract
Geography alone will continue to ensure that, as long as the United States and Russia place nuclear deterrence at the centre of their security strategies, both offensive and defensive systems will be deployed in the Arctic. As changing climate conditions also bring more immediate regional security concerns to the fore, and even as east-west relations deteriorate, the Arctic still continues to develop as an international “security community” in which there are reliable expectations that states will continue to settle disputes by peaceful means and in accordance with international law. In keeping with, and seeking to reinforce, those expectations, the denuclearization of the Arctic has been an enduring aspiration of indigenous communities and of the people of Arctic states more broadly, even though the challenges are daunting, given that two members of that community command well over 90% of global nuclear arsenals. The vision of an Arctic nuclear-weapon-free zone nevertheless persists, and with that vision comes an imperative to promote the progressive denuclearization of the Arctic, even if not initially as a formalized nuclear-weapon-free zone, within the context of a broad security cooperation agenda.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".